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Dask

Dask developers (open-source community) · Distributed & parallel computing

Python library for parallel and distributed computing that scales pandas, NumPy and custom task graphs from a laptop to a cluster

BSD-3-ClauseOpen sourceFreeLocalSelf-hostedNov 2, 2026

exo

Exo Labs · Distributed & parallel computing

Open-source software that pools several Apple Silicon Macs (and Linux hosts) into one local inference cluster, sharding large models across devices with MLX

Apache-2.0Open sourceFreeLocalSelf-hostedNov 2, 2026

GNU Parallel

GNU Project (Ole Tange) · Distributed & parallel computing

Shell tool that runs commands in parallel over input lines on one or several machines, as a drop-in alternative to xargs and shell loops

GPL-3.0-or-laterOpen sourceFreeLocalSelf-hostedNov 2, 2026

Open MPI

Open MPI consortium · Distributed & parallel computing

Open-source implementation of the MPI message-passing standard used to run tightly coupled parallel programs across the nodes of a cluster

BSD-3-Clause-Open-MPIOpen sourceFreeLocalSelf-hostedBroken

Ray

Ray project (Anyscale and contributors) · Distributed & parallel computing

In-depth entry

Open-source Python framework for distributing tasks, actors and ML workloads across a cluster, with libraries for data processing, training, tuning, serving and reinforcement learning

Apache-2.0Open sourceFreeLocalSelf-hostedBroken

Slurm Workload Manager

SchedMD LLC · Distributed & parallel computing

Open-source cluster resource manager and job scheduler for Linux clusters, allocating nodes, launching jobs and managing queues on many HPC systems

GPL-2.0-or-laterOpen sourceFreeSelf-hostedNov 2, 2026

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